Automating NMR Data Collection and Analysis in Drug Discovery · • When the data collection is...
Transcript of Automating NMR Data Collection and Analysis in Drug Discovery · • When the data collection is...
Automating NMR Data Collection and Analysis in
Drug Discovery
Steven Hollis, Paul Krolikowski and Chris Wilde Amgen, Inc.
March 21, 2017
Automating Open-Access NMR
• ACD/Labs’ automation solution is used to process and distribute all data in Open-Access NMR at two sites.
• NMR Visor - Custom sample-submittal and tracking softwarefrom Protasis provides real time scheduling and tracking of all NMR submissions over the network from the chemist’s computer.
- Integrates with AS processing system and Bruker Iconnmr.- Structures can be added with sample submission to take . advantage of the ACD/Lab’s NMR processing tools.
- Auto-processing - peak-picking, scaling, integration and plotting .. all are improved when the structure is included with the data.
NMR Processing with ACD/Spectrus
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ACD/Spectrus Processor in Open-Access NMR
• ACD/Labs Automated Solution - provides reliable and reproducible processed-data output directly to the chemists.
• Saves Time - removes the need for repeated manual data processing and plotting.
• Searchable Database - individual database constructed for each chemist for viewing in ACD/Spectrus Processor.
• NMR Visor - includes structures as an option at the time of sample submission in Open-Access NMR.
• Processed-data output is the same as that provided by the High Throughput Purification process.
• Uniform platform for sample tracking and data management. NMR Statistics can be queried using Spotfire tools.
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NMR Visor – a Web Application for Open-Access NMR
NMR VisorScheduling Tool
Data processing uses existing HTPP/Singleton workflow
Runs NMR
Logs in Samplewith Structure
ACD/LabsAutomation
Open-Access NMR Network
Chemist
Reportsto e-LN
Spectrometer
Processing Done by ACD• Integrated NMR output• Creates pdf reports• Structures included• NMR database created• Can search by structure
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NMR Visor: Open-Access Submission and Tracking Tool
Can draw or attach structures, track projects, and more…
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NMR Visor Architecture – Web API Server
Chemist’s Web Access Application DB Server
– WebAPI• REST Architecture• Microsoft C# Controllers
– Oracle SQL Standard Edition• Local or remote• Consistency constraints• Custom Fields
– Active Directory • Secure LDAP Authentication• Windows Authentication
WebAPIC# RESTController
SQLsamples
LDAPdirectory
FileServer
spectra
CloudVPN
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NMR Visor Architecture - Instrument Controller
Real-time scheduler– Custom Priorities– Overnight Samples– Experiment Chains
Windows Application– Client runs on NMR
(with Topspin)– Network Interface– Connects to DB– Shared Drop Folder
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NMR Visor Starts by Showing Spectrometer Status
Submit a sample
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Login Windows Domain
Authenticate against Amgen active directory
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Select an NMR Spectrometer
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Add Sample ID and Choose Experiment Details with Dropdown Menus
The Project field will automatically populate with the last Project used.
The Experiment field will automatically populate with the last experiment that you entered if it’s on the same spectrometer.
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Add Structure with Structure Plugin Tool
Draw freehand, Drag ‘n Drop or
Copy/PasteFrom ChemDraw or ELN
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Can Add More Experiments or Additional Samples
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Submit Sample to Send Request to the NMR
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Put Sample in Holder and Confirm when Ready
After submitting, the samples are placed in the ‘Pending’ state
Chemist must place the sample in the holder on the instrument
Confirm sample on the web page after placing in auto-sampler
Can be done from your lab bench or office
15Click here
Monitor the Sample Queue from Your Desk
• Sample placed in queue - waiting to be run on the instrument• Can view all samples in queue on each instrument
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Review Completed Samples
Displays samples that have completed within the last 7 days
If a user is logged in, list is filtered by that user
Can be filtered by site, spectrometer, chemist, date, etc.
Shows progress of completed or failed samples
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Raw data + structure + metadata copied to a Sweep Directory after acquisition
Processed-data is generated with structure attached by using sdf file generated . by NMR Visor during sample submission process
• ACD/Labs’ auto-processing tries to match integrals to the structure in the processed output (esp, pdf) - this gives better integral values
ACD/Labs Automation
\as_data
NMRData
Acquired
Structure Attachment
Raw Data
NMR Data Processing Flow Diagram
…\processed-dataOutput files
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ACD/Labs Auto-Processing for NMR Samples
ACD/Labs Auto-Processing - raw and processed-data output files are distributed to network-share folder for all samples are run in Open-Access and HTPP
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NMRSpectrum Acquired
2. …\jcamp - in dx or jdx format
1. …\data - raw data in Bruker format
3. …\processed-data – AS output
Open-Access Data Flow
processed-data - contains output files created by ACD/Labs Automation
esp ACD/Labs processed data files in esp formatopen-access-database Open-Access database files in nd9 formatplate-database ACD/Labs plate database files in nd9 formatreports Processed spectra in pdf format structures Chemdraw cdx files - will auto-attach to spectra
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Example NMR Report as pdf
Data summary for notebook injournal format
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Four Page Report – Expansions pages 2-3
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Page 4 - Contains NMR Summary
NMR reports are deposited in the chemist’s reports folder and a copy is sent to the inbox of their Electronic Notebook.
Inspection of the pdf report can often be a suitable for final review without the need for spectrum reprocessing.
The HTPP process also distributes LC/MS data generated for all high throughput purification samples. This processed-data is also sent directly to each users directory on LC/MS file server—accessible for reprocessing in ACD/Spectrus Processor.
Improvements in Open Access NMR
Structures are captured during sample submission so they are available for downstream processing and reporting.
Structural graphics add visual information to improve the final report, helping chemists to confirm and interpret spectra and prevent errors.
ACD/Labs software has proven to be a versatile and reliable tool for processing NMR spectra in automation - using both flow and tube-based NMR techniques.
SQLsamples
An integrated NMR sample history database is fully integrated into the sample management system to improve automation and provide NMR use statistics.
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Making Life Easier for Our Chemists
Chemists can submit crude reaction mixtures directly to the separations group for automated purification and LC/MS/NMR characterization
Can submit up to 250 mg/sample dissolved in up to 2.5 mL of DMSODesired component should be > 50% purity by initial HPLC screenCan submit single samples or entire libraries of up to 24 compounds
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Automating NMR Data Collection and Analysis for HTPP and Sample Registration at Amgen
HTPP Process is an automated mass-directed purification procedure that aids chemists in their efforts to design and synthesize new therapeutic agents.
Chemists employ parallel synthesis to make focused libraries which are purified and characterized using LC-MS and 1H NMR using Flow-NMR techniques.
Purified materials are provided in Sample-Bank vials and processed LC/MS/NMR data are distributed to chemists in electronic format for e-Notebook records.
Design Synthesis ScreeningPurification Characterization Registration
HTPP/Singleton Purification Service DAS Separations
Med ChemD SP C
R
S Biology
Crude reaction mixturesare submitted
MS-Directed
Purification
1. Product Vial2. Solubility Vial3. NMR Plate4. LC/MS QC Plate
Output
General Procedure for the HTPP Process
Sample collection is triggered by Mass Spec and the selected product is dried, weighed and formatted into Sample Bank and Solubility vials and two 96-well plates are prepared in automation using a Tecan Evo robot.
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Mass Directed PurificationUV
MS
Purification Sample Drying Sample Reformatting
Genovac Tecan EvoWaters LC-MS
2 Vials per Sample
LC-MS QC Plate
NMR Plate0.5 µmol / well
2 Plates per Library
Commercial flow cryoprobe system using a 600 MHz Bruker with a 30 µL flow-cell insert in TCI cryoprobe
Utilizes a Protasis solvent pump, LEAP liquid handler and OM-NMR software
Optimized injection volume is 30 µL, much less sample is needed vs. tubes (600 µL for tubes)
S/N testing shows that this system has ~20X better S/N than previous 500 NMR
Proton and g-HSQCdept spectra run in ~20 minutes on 0.5 µmol samples
Enables Automated Structure Verificationanalysis using ACD Automation Server
600 MHz Cryoflow Probe for HTPP-NMR Samples- Improved Sensitivity and Throughput
NMR Flow Cell
30 µL active volume
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ImprovedStructuralAnalysis
HTPP-NMR and Singleton Plates
Pipeline Pilot is used to download sample metadata for direct NMR submissions. SD file is used to collect and process the NMR data - generated from the mass directed purification process.
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HTPP-NMR and Singleton Plates
Example sdf file obtained from Pipeline Pilot - used directly to initiate the NMR data acquisition. Pipeline Pilot assembles the combined metadata for each plate into a single file.
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HTPP-NMR and Singleton Plates
Protasis software strips out each sample from the plate sdf file one line at a time and sends a “single-sample” sdf file to the NMR spectrometer where the file becomes embedded into the NMR data tree for each sample.
• The individual sdf file, which can also be viewed as a simple formatted text file, is saved in the Bruker NMR data tree in the same location that the raw NMR data file is stored (fid file).
• When the data collection is complete the spectrometer software copies the NMR file to a remote server in a sweep directory named AS_data.
• The appearance of the data file in the sweep directory triggers ACD/Labs automation to process, distribute and archive the data in a searchable NMR database that is distributed to the NMR users.
Example: single-sample sdf file - 117442-03-12.sdf
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Running HTPP/Singleton-NMR in Automation
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NMR is Setup by Shooting a Barcode
ReadsSD File
from Pipeline Pilot
• SD file is imported directly into One-Minute NMR
• Generates sample queue
• Click “Queue Run” to start the NMR for the entire plate
SD File
Click Run
One-Minute NMR
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LC/MS Reports Generated by ACD/Labs
HTPP/Singleton Submissions are processed in automation by ACD/Labs• ACD/Spectrus generates two report files in pdf format for the chemists to attach
to their electronic notebooks: LC/MS report and NMR reports for each sample• An example LC/MS report is shown below
LC/UV at 215 and 254 nm TIC’s MS+ and MS-
N
HO
N
O
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1D NMR Reports Generated by ACD/Spectrus Automation - same as Open-Access
• Both reports are added to chemist’s e-LN• Stored on shared processed-data file system
on the network
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For Internal Use Only. Amgen Confidential. 34
Computer Assisted Structure Verification
Improving the Information Content of HTPP- NMR The 600 MHz Cryoflow probe for HTPP-NMR samples provides a
large sensitivity gain (20X S/N) and improved information content benefits the structural verification process. This hardware upgrade:
– Allows combined 1D and 2D experiments in similar time frame– Reduces the chance of placing incorrect samples in Sample Bank– Reduce false readouts during screening and follow-up chemistry– Prevents wasted time and effort in re-evaluating chemistry/SAR
ACD/Labs’ Automated Structure Verification can be implemented using 1H and g-HSQCdept (1H-13C) spectra obtained from standard HTPP-Singleton plates coming from the mass-directed purification
Cryo-Flow Probe NMR systems have been installed in both AMA and ATO for use in the HTPP/Singleton-NMR ASV deployment
ACD/Labs ASV - Key Capabilities
Automated Structure Verification using 1H/HSQC data
– Provides easy to understand ASV reports with explanations, number of CH, CH2, CH3 groups, total proton count, match factor, and color coded structures for quick review.
– Users have the software tools (Spectrus Processor) to reviewthe LC/MS/NMR results for added verification
Increases chemist’s efficacy and productivity – Supports the current chemists’ workflow– Reduce the risk of making wrong submissions to Sample Bank– Saves potential re-synthesis efforts and reduces potential
errors in SAR elaborations
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NMR Data Flow for ASV Processing
as_data - triggers ACD/Labs ASV processing
ASV output files
Data sent to sweep folder (same process)
processed-dataesp - standard 1H esp files without assignments
- add HSQCdept esp files without assignments
reports - keep 1H standard 4 page report files in pdf format - add ASV report 1H/HSQC w/ assignments + Match Factor
spectrus - new ASV output file for each 1H/HSQC dataset
database - keep spectral database in nd9 format for 1H only
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ASV: Automated Structure Verification
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1D and 2D HSQCdept spectra are collected in approximately 20 min Cryoprobe technology yields high quality data which facilitates
automated structure analysis using both 1H and 13C data Provides the chemist with a detailed view of the molecule in a user
friendly format - click through plate shows match of signals to structure
Utilizes ACD/Labs ASV software for 1H, 13C, chemical shift predictions
= good structure match
= needs to be checked
= problem detected
Better Tools for Verification
Cryoprobe Flow-NMR Technology Dramatically Improves NMR Sensitivity
Match Factor (MF)
Match Factor Calculated based on both 1H and 13C assignments from the1D and 2D experiments
Click on well
.
MF = 0.84
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HQSCdept Pulse Sequence- with improved sensitivity
• Phase-sensitive gradient-2D multiplicity edited HSQC using PEP and inversion, with refocusing and matched sweep adiabatic pulses, and gradients in back-inept element
Adiabatic 13C decoupling
Phase behavior of C-H signals vs. Intensity
Editing delay d21=1/2J for 1J(C-H) = 145 Hz gives:
• CH Positive• CH3 Positive• CH2 Negative
DEPT phase depends on J(C-H) coupling
CH2
CH3CH
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dmso-d6
N
OCH3
N
OH 23
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67
8
9
10
11
12
1415
18
19 21
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CH2
CH2
CH2
CH2
CH2
10
24
OH
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915
85
18
1921
14
7
4
3*
*
water
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How to Interpret HSQCdept Spectra: 1H-13C Correlation Plots
2D display shows the 1H spectrum along the X-axis and the 13C spectrum along the Y-axis (this is a one-bond H-C correlation plot).
The cross peaks appear where a given proton is connected to carbon and the Chemical Shifts of each given by the X, Y-axis values.
The cross peaks is color coded, Blue = Positive, Red = Negative and this indicates the number of protons attached to each carbon. CH3 and CH signals are Blue (up) and CH2 signals are Red (down). Good for picking out complex CH2 signals.
No cross peak for a proton signal means the proton is not attached to a carbon (e.g. OH, NH, etc.)
13C
1H Chemical Shift
ChemicalShift
13C axis
1H-axis
Quinidinein
dmso-d6
OH has nocross-peak
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Assigned 1D and 2D NMR spectra can be reviewed in interactive Spectrus Processor window Tables of assignments with atoms are color coded by the goodness of fit: green, yellow, red
Better Tools for Structure ID
ASV: Cryoprobe Technology Dramatically Improves Sensitivity
Automated Structure Verification 2D Data Display
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2D NMR HSQCdept spectrum gives a clear view of assignments - aids with overlapping signals ASV reports are automatically generated and sent to the chemists' reports folder on server
Interactive tools for 2D data display
Example Automated Structure Verification Report
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ASV reports (in pdf format) are automatically generated and sent to the chemists' reports folder Processed-data files for 1H/HSQC data created for interactive review using ACD/Spectrus Processor Database files are generated for each sample submitted for HTPP/Singleton NMR analysis
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Automated Structure Verification Report – Page 5
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ASV reports also show HSQC assignment data to aid the chemist in the structure verification process
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Assignment Summary on last page of report
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Automated Structure Verification will save time and provide added value to the chemists in their quest to develop new therapeutics for Amgen
The ASV analysis will improve the decision making process regarding structure verification - reduce errors in sample submission process
Resulting NMR registration database will facilitate data review for verifying the structural integrity of molecules of interest when new leads are identified in HTS/QC process
Should reduce structural errors in samples being submitted to Sample Bank
Can be used to check integrity of incoming materials purchased from outside vendors/contractors
Advantages of ASV
ACD/Labs’ automation and ASV tools have provided our chemists with real efficiency improvements in their everyday analytical workflow
Acknowledgements
Dave Strand, Protasis Corporation
Wolfgang Goetzinger, Amgen
Ashley Nichols, Amgen
Grace Bi, Amgen
Larry Miller, Amgen
Peter Grandsard, Amgen
Igor Teslya, ACD/Labs
Dave Adams, ACD/Labs
Carol Preisig, ACD/Labs
Arvin Moser, ACD/Labs
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